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Beef Marbling Image Segmentation Based on Homomorphic Filtering

机译:基于同态滤波的牛肉大理石图像分割

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摘要

In order to reduce the influence of uneven illumination and reflect light for beef accurate segmentation, a beef marbling segmentation method based on homomorphic filtering was introduced. Aiming at the beef rib-eye region images in the frequency domain, homomorphic filter was used for enhancing gray, R, G and B 4 chroma images. Then the impact of high frequency /low frequency gain factors on the accuracy of beef marbling segmentation was investigated. Appropriate values of gain factors were determined by the error rate of beef marbling segmentation, and the results of error rate were analyzed comparing to the results without homomorphic filtering. The experimental results show that the error rates of beef marbling segmentation was remarkably reduced with low frequency gain factor of 0.6 and high frequency gain factor of 1.425; Compared with other chroma images, the average error rate (5.38%) of marbling segmentation in G chroma image was lowest; Compared to the result without homomorphic filtering, the average error rate in G chroma image has decreased by 3.73%.
机译:为了减少不均匀照明的影响并反射光进行牛肉的精确分割,提出了一种基于同态滤波的牛肉大理石花纹分割方法。针对频域的牛肋眼区域图像,使用同态滤光器增强灰度,R,G和B 4色度图像。然后研究了高频/低频增益因子对牛肉大理石花纹分割精度的影响。通过牛肉大理石花纹分割的错误率确定适当的增益因子值,并与未同态过滤的结果进行比较,分析错误率的结果。实验结果表明,低频增益系数为0.6,高频增益系数为1.425,牛肉大理石分割的错误率显着降低。与其他色度图像相比,G色度图像中大理石花纹分割的平均错误率最低(5.38%)。与没有同态滤波的结果相比,G色度图像的平均错误率降低了3.73%。

著录项

  • 来源
    《Journal of Multimedia 》 |2014年第2期| 189-195| 共7页
  • 作者单位

    College of Engineering, Nanjing Agricultural University, Nanjing 210031, China;

    College of Engineering, Nanjing Agricultural University, Nanjing 210031, China;

    College of Engineering, Nanjing Agricultural University, Nanjing 210031, China;

    College of Engineering, Nanjing Agricultural University, Nanjing 210031, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Beef; Marbling; Homomorphic Filter; Image Segmentation;

    机译:牛肉;大理石花纹;同态滤波器图像分割;

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